{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Detection - **Post-processing**\n",
    "\n",
    "**Content**\n",
    "\n",
    "- `clear_outside_frame_range` to remove the background off the track\n",
    "- `remove_outliers`\n",
    "- `interpolate_missing_coordinates` with `median_filter` and `Savitzky_Golay_filter`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 233,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from pathlib import Path\n",
    "\n",
    "import pandas as pd\n",
    "from scipy.signal import medfilt\n",
    "from scipy.signal import savgol_filter\n",
    "from sklearn.linear_model import RANSACRegressor, LinearRegression\n",
    "from collections import deque"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Auxiliary data and functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 234,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_coordinate(df):\n",
    "    plt.figure(figsize=(3, 6))\n",
    "    plt.plot(df[\"x\"], -df[\"y\"], \"o-\", label=\"Cleaned Trajectory\", markersize=5)\n",
    "    plt.xlabel(\"X Coordinate\")\n",
    "    plt.ylabel(\"Y Coordinate\")\n",
    "    plt.title(\"Cleaned Ball Trajectory\")\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 235,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_coordinates(raw_df, cleaned_df):\n",
    "    # Create a figure with two subplots side by side\n",
    "    fig, axes = plt.subplots(1, 2, figsize=(6, 6))\n",
    "\n",
    "    # Plot the original (raw) data on the left subplot\n",
    "    axes[0].plot(raw_df[\"x\"], -raw_df[\"y\"], \"o-\", label=\"Trajectory\", markersize=5)\n",
    "    axes[0].set_title(\"Previous Ball Trajectory\")\n",
    "    axes[0].set_xlabel(\"X Coordinate\")\n",
    "    axes[0].set_ylabel(\"Y Coordinate\")\n",
    "    axes[0].legend()\n",
    "\n",
    "    # Plot the cleaned data on the right subplot\n",
    "    axes[1].plot(\n",
    "        cleaned_df[\"x\"], -cleaned_df[\"y\"], \"o-\", label=\"Trajectory\", markersize=5\n",
    "    )\n",
    "    axes[1].set_title(\"Processed Ball Trajectory\")\n",
    "    axes[1].set_xlabel(\"X Coordinate\")\n",
    "    axes[1].set_ylabel(\"Y Coordinate\")\n",
    "    axes[1].legend()\n",
    "\n",
    "    # Adjust layout for better appearance\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_comparison(df, df_cleaned):\n",
    "    # Create a mask identifying outlier rows (i.e. those with NaN in x or y in the cleaned version)\n",
    "    outlier_mask = df_cleaned[[\"x\", \"y\"]].isna().any(axis=1)\n",
    "\n",
    "    # Create a figure with two side-by-side subplots\n",
    "    fig, axes = plt.subplots(1, 2, figsize=(6, 6))\n",
    "\n",
    "    # Plot 1: Original Data with Outliers Highlighted\n",
    "    # Plot valid points from the original data (non-outliers)\n",
    "    axes[0].plot(\n",
    "        df.loc[~outlier_mask, \"x\"],\n",
    "        -df.loc[~outlier_mask, \"y\"],\n",
    "        \"o-\",\n",
    "        label=\"Valid Points\",\n",
    "        color=\"blue\",\n",
    "        markersize=5,\n",
    "    )\n",
    "    # Overlay the outliers in red\n",
    "    axes[0].plot(\n",
    "        df.loc[outlier_mask, \"x\"],\n",
    "        -df.loc[outlier_mask, \"y\"],\n",
    "        \"o\",\n",
    "        label=\"Outliers\",\n",
    "        color=\"red\",\n",
    "        markersize=5,\n",
    "    )\n",
    "    axes[0].set_xlabel(\"X Coordinate\")\n",
    "    axes[0].set_ylabel(\"Y Coordinate\")\n",
    "    axes[0].set_title(\"Original Points with Outliers Highlighted\")\n",
    "    axes[0].legend()\n",
    "\n",
    "    # Plot 2: Cleaned Data\n",
    "    # Plot only the non-NaN points from the cleaned DataFrame (which are the valid ones)\n",
    "    valid_cleaned = df_cleaned.dropna(subset=[\"x\", \"y\"])\n",
    "    axes[1].plot(\n",
    "        valid_cleaned[\"x\"],\n",
    "        -valid_cleaned[\"y\"],\n",
    "        \"o-\",\n",
    "        label=\"Cleaned Trajectory\",\n",
    "        color=\"green\",\n",
    "        markersize=5,\n",
    "    )\n",
    "    axes[1].set_xlabel(\"X Coordinate\")\n",
    "    axes[1].set_ylabel(\"Y Coordinate\")\n",
    "    axes[1].set_title(\"Cleaned Points Only\")\n",
    "    axes[1].legend()\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 237,
   "metadata": {},
   "outputs": [],
   "source": [
    "def show_lines_on_frame(row, ax=None):\n",
    "    bl = np.array([row[\"bottom_left_x\"], row[\"bottom_left_y\"]])\n",
    "    br = np.array([row[\"bottom_right_x\"], row[\"bottom_right_y\"]])\n",
    "    ul = np.array([row[\"up_left_x\"], row[\"up_left_y\"]])\n",
    "    ur = np.array([row[\"up_right_x\"], row[\"up_right_y\"]])\n",
    "\n",
    "    mid_bottom = (bl + br) / 2\n",
    "    mid_upper = (ul + ur) / 2\n",
    "    lifted_mid = mid_bottom + (mid_upper - mid_bottom) / 5\n",
    "\n",
    "    # Direction vector along bottom line\n",
    "    dir_vector = br - bl\n",
    "    dir_vector = dir_vector / np.linalg.norm(dir_vector)\n",
    "\n",
    "    # Create new lifted line endpoints\n",
    "    p1 = lifted_mid - 200 * dir_vector\n",
    "    p2 = lifted_mid + 200 * dir_vector\n",
    "\n",
    "    # Create plot\n",
    "    if ax is None:\n",
    "        fig, ax = plt.subplots(figsize=(6, 4))\n",
    "\n",
    "    # Plot bottom line\n",
    "    ax.plot([bl[0], br[0]], [bl[1], br[1]], \"b-\", label=\"Bottom Line\")\n",
    "\n",
    "    # Plot up line\n",
    "    ax.plot([ul[0], ur[0]], [ul[1], ur[1]], \"g-\", label=\"Up Line\")\n",
    "\n",
    "    # Plot lifted (new) line\n",
    "    ax.plot([p1[0], p2[0]], [p1[1], p2[1]], \"r--\", label=\"New (Lifted) Line\")\n",
    "\n",
    "    # Optionally plot ball position\n",
    "    if not np.isnan(row[\"x\"]) and not np.isnan(row[\"y\"]):\n",
    "        ax.plot(row[\"x\"], row[\"y\"], \"ro\", label=\"Ball\")\n",
    "\n",
    "    # ax.set_aspect('equal')\n",
    "    ax.invert_yaxis()  # Invert if image coordinate system\n",
    "    ax.legend()\n",
    "    ax.set_title(f\"Lines on Frame {row['frame']}\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Auxiliary function for the Radius"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 238,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_radius(df):\n",
    "    plt.figure(figsize=(8, 6))\n",
    "    plt.plot(df[\"frame\"], df[\"radius\"], \"o-\", label=\"Radius\")\n",
    "    plt.xlabel(\"Frame\")\n",
    "    plt.ylabel(\"Radius\")\n",
    "    plt.title(\"Radius over frames\")\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 239,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_fit(df, smoothed_df):\n",
    "    plt.figure(figsize=(8, 6))\n",
    "    plt.plot(df[\"frame\"], df[\"radius\"], \"o-\", label=\"Original Radius\", alpha=0.5)\n",
    "    plt.plot(\n",
    "        smoothed_df[\"frame\"],\n",
    "        smoothed_df[\"radius\"],\n",
    "        \"-\",\n",
    "        label=\"Exponential Fit\",\n",
    "        linewidth=2,\n",
    "    )\n",
    "    plt.xlabel(\"frame\")\n",
    "    plt.ylabel(\"Radius\")\n",
    "    plt.title(\"Radius over frames\")\n",
    "    plt.legend()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 240,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_comparison_radius(df, df_cleaned):\n",
    "    # Create a mask identifying outlier rows (i.e. those with NaN in the 'radius' column).\n",
    "    outlier_mask = df_cleaned[\"radius\"].isna()\n",
    "\n",
    "    # Create a figure with two side-by-side subplots\n",
    "    _, axes = plt.subplots(1, 2, figsize=(14, 6))\n",
    "\n",
    "    # Plot 1: Original Data with Outliers Highlighted\n",
    "    # Plot valid points from the original data (non-outliers)\n",
    "    axes[0].plot(\n",
    "        df.loc[~outlier_mask, \"frame\"],\n",
    "        df.loc[~outlier_mask, \"radius\"],\n",
    "        \"o-\",\n",
    "        label=\"Valid Points\",\n",
    "        color=\"blue\",\n",
    "        markersize=5,\n",
    "    )\n",
    "    # Overlay the outliers in red (removed the negative sign to keep the original values)\n",
    "    axes[0].plot(\n",
    "        df.loc[outlier_mask, \"frame\"],\n",
    "        df.loc[outlier_mask, \"radius\"],\n",
    "        \"o\",\n",
    "        label=\"Outliers\",\n",
    "        color=\"red\",\n",
    "        markersize=5,\n",
    "    )\n",
    "    axes[0].set_xlabel(\"Frame\")\n",
    "    axes[0].set_ylabel(\"Radius\")\n",
    "    axes[0].set_title(\"Original Data with Outliers Highlighted\")\n",
    "    axes[0].legend()\n",
    "\n",
    "    # Plot 2: Cleaned Data\n",
    "    # Plot only the valid (non-NaN) points from the cleaned DataFrame\n",
    "    valid_cleaned = df_cleaned.dropna(subset=[\"radius\"])\n",
    "    axes[1].plot(\n",
    "        valid_cleaned[\"frame\"],\n",
    "        valid_cleaned[\"radius\"],\n",
    "        \"o-\",\n",
    "        label=\"Cleaned Data\",\n",
    "        color=\"green\",\n",
    "        markersize=5,\n",
    "    )\n",
    "    axes[1].set_xlabel(\"Frame\")\n",
    "    axes[1].set_ylabel(\"Radius\")\n",
    "    axes[1].set_title(\"Cleaned Data (Outliers Removed)\")\n",
    "    axes[1].legend()\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Remove radius outliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 241,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "VIDEO_NUMBER = \"2\"\n",
    "PROJECT_ROOT = Path().resolve().parent.parent\n",
    "CSV_POSITIONS_FILE_PATH = str(\n",
    "    PROJECT_ROOT\n",
    "    / \"notebook\"\n",
    "    / \"ball_detection\"\n",
    "    / \"intermediate_data\"\n",
    "    / f\"Circle_positions_raw_{VIDEO_NUMBER}.csv\"\n",
    ")\n",
    "\n",
    "df = pd.read_csv(CSV_POSITIONS_FILE_PATH)\n",
    "plot_radius(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 242,
   "metadata": {},
   "outputs": [],
   "source": [
    "def decreasing_func(x, a, b, c):\n",
    "    return a * np.exp(-b * x) + c  # Pure exponential decay function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 243,
   "metadata": {},
   "outputs": [],
   "source": [
    "def process_radius(df, median_window=25, quantile_baseline=0.05, ransac_threshold=0.5):\n",
    "    # Ensure all frames are present\n",
    "    all_frames = pd.DataFrame(\n",
    "        {\"frame\": np.arange(int(df[\"frame\"].min()), int(df[\"frame\"].max()) + 1)}\n",
    "    )\n",
    "    df = pd.merge(all_frames, df, on=\"frame\", how=\"left\")\n",
    "\n",
    "    # Smooth using rolling median\n",
    "    df[\"median\"] = (\n",
    "        df[\"radius\"].rolling(window=median_window, center=True, min_periods=1).median()\n",
    "    )\n",
    "\n",
    "    # Estimate baseline c using a low quantile\n",
    "    c_est = df[\"radius\"].quantile(quantile_baseline)\n",
    "\n",
    "    # Prepare log-transformed target: log(radius - c)\n",
    "    eps = 1e-6\n",
    "    valid = df[\"radius\"] > (c_est + eps)\n",
    "\n",
    "    if valid.sum() < 10:\n",
    "        raise ValueError(\n",
    "            \"Too few valid points for robust fitting. Consider adjusting parameters.\"\n",
    "        )\n",
    "\n",
    "    x = df.loc[valid, \"frame\"].values.reshape(-1, 1)\n",
    "    y = np.log(df.loc[valid, \"radius\"].values - c_est)\n",
    "\n",
    "    # Robust regression in log-space\n",
    "    ransac = RANSACRegressor(\n",
    "        estimator=LinearRegression(),\n",
    "        residual_threshold=ransac_threshold,\n",
    "        max_trials=1000,\n",
    "    )\n",
    "    ransac.fit(x, y)\n",
    "\n",
    "    slope = -ransac.estimator_.coef_[0]\n",
    "    intercept = ransac.estimator_.intercept_\n",
    "    a_est = np.exp(intercept)\n",
    "\n",
    "    # Predict over full frame range\n",
    "    full_x = df[\"frame\"].values\n",
    "    fitted = decreasing_func(full_x, a_est, slope, c_est)\n",
    "    df[\"radius\"] = np.round(fitted).astype(int)\n",
    "\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 244,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "processed_df = process_radius(\n",
    "    df, median_window=21, quantile_baseline=0.05, ransac_threshold=0.4\n",
    ")\n",
    "\n",
    "plot_fit(df, processed_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "metadata": {},
   "outputs": [],
   "source": [
    "def delete_outliers(df, processed_df):\n",
    "    # Define the threshold for outliers (e.g., 25 units above or below the processed value)\n",
    "    threshold = 10\n",
    "\n",
    "    # Identify outliers by comparing raw radius to the processed (fitted) radius.\n",
    "    outlier_mask = (df[\"radius\"] > processed_df[\"radius\"] + threshold) | (\n",
    "        df[\"radius\"] < processed_df[\"radius\"] - threshold\n",
    "    )\n",
    "\n",
    "    # Create a copy so we do not modify the original DataFrame.\n",
    "    cleaned_df = df.copy()\n",
    "\n",
    "    # Instead of deleting rows, set the 'radius', 'x', and 'y' values to NaN for outlier rows.\n",
    "    cleaned_df.loc[outlier_mask, [\"radius\", \"x\", \"y\"]] = np.nan\n",
    "\n",
    "    # Print the frame numbers of the outliers.\n",
    "    outlier_frames = cleaned_df.loc[outlier_mask, \"frame\"].tolist()\n",
    "    print(\"Outlier frames:\", outlier_frames)\n",
    "\n",
    "    # Save the new DataFrame. (Assuming CSV_POSITIONS_FILE_PATH is defined globally.)\n",
    "    # cleaned_df.to_csv(CSV_POSITIONS_FILE_PATH.replace(\"Circle_positions_raw\", \"Circle_positions_cleaned\"), index=False)\n",
    "\n",
    "    return cleaned_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 246,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Outlier frames: []\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_cleaned = delete_outliers(df, processed_df)\n",
    "\n",
    "plot_comparison_radius(df, df_cleaned)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Remove coordinates ouliers"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Clean the points before a certain frame and after another one"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "I want to remove the points that cannot be the first ones. The first point must be upper a certain line and below another one, if the first are not in this range delete them."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 247,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Example usage\n",
    "VIDEO_NUMBER = \"2\"\n",
    "PROJECT_ROOT = Path().resolve().parent.parent\n",
    "CSV_POSITIONS_FILE_PATH = str(\n",
    "    PROJECT_ROOT\n",
    "    / \"data\"\n",
    "    / \"auxiliary_data\"\n",
    "    / \"reconstructed_positions\"\n",
    "    / f\"Transformed_positions_raw_{VIDEO_NUMBER}.csv\"\n",
    ")\n",
    "\n",
    "df_coords = pd.read_csv(CSV_POSITIONS_FILE_PATH)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 248,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 300x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_coordinate(df_coords)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Removing the coordinates that are out of the possible values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 249,
   "metadata": {},
   "outputs": [],
   "source": [
    "def remove_low_y_coordinates(df):\n",
    "    # Copy to avoid modifying the original DataFrame\n",
    "    df_cleaned = df.copy()\n",
    "\n",
    "    # Convert 'y' to numeric in case it's not\n",
    "    df_cleaned[\"y\"] = pd.to_numeric(df_cleaned[\"y\"], errors=\"coerce\")\n",
    "\n",
    "    # Mask condition: where y < -1750\n",
    "    mask = (df_cleaned[\"y\"] > 1750) | (df_cleaned[\"y\"] < 30)\n",
    "\n",
    "    # Set x and y to NaN where the mask is True\n",
    "    df_cleaned.loc[mask, [\"x\", \"y\"]] = np.nan\n",
    "\n",
    "    return df_cleaned"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Here when I encounter 5 y-coordinates that are less than 30, then, I will remove all the following coordinates\n",
    "def remove_low_y_coordinates_v2(df):\n",
    "    # Copy to avoid modifying the original DataFrame\n",
    "    df_cleaned = df.copy()\n",
    "\n",
    "    # Convert 'y' to numeric in case it's not\n",
    "    df_cleaned[\"y\"] = pd.to_numeric(df_cleaned[\"y\"], errors=\"coerce\")\n",
    "\n",
    "    # Initialize a counter for low y-coordinates\n",
    "    low_y_count = 0\n",
    "\n",
    "    # Create a deque to keep track of the last 5 y-coordinates\n",
    "    last_five_y = deque(maxlen=4)\n",
    "\n",
    "    for index, row in df.iterrows():\n",
    "        last_five_y.append(row[\"y\"])\n",
    "\n",
    "        # Check if there are 5 y-coordinates less than 30\n",
    "        if len(last_five_y) == 4 and all(y < 110 for y in last_five_y):\n",
    "            low_y_count += 1\n",
    "\n",
    "        # If we have encountered 5 low y-coordinates, set x and y to NaN\n",
    "        if low_y_count >= 4:\n",
    "            df_cleaned.loc[index, [\"x\", \"y\"]] = np.nan\n",
    "\n",
    "    return df_cleaned"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_final = remove_low_y_coordinates_v2(df_coords)\n",
    "df_final = remove_low_y_coordinates(df_final)\n",
    "plot_comparison(df_coords, df_final)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Removing the outliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "metadata": {},
   "outputs": [],
   "source": [
    "def rolling_median_mad(values, window_size):\n",
    "    median_values = []\n",
    "    mad_values = []\n",
    "\n",
    "    window = deque(maxlen=window_size)\n",
    "\n",
    "    for value in values:\n",
    "        window.append(value)\n",
    "        if len(window) == window_size:\n",
    "            median = np.median(window)\n",
    "            mad = np.median(np.abs(np.array(window) - median))\n",
    "            median_values.append(median)\n",
    "            mad_values.append(mad)\n",
    "        else:\n",
    "            median_values.append(np.nan)\n",
    "            mad_values.append(np.nan)\n",
    "\n",
    "    return np.array(median_values), np.array(mad_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 253,
   "metadata": {},
   "outputs": [],
   "source": [
    "def remove_outliers_with_rolling(\n",
    "    df: pd.DataFrame, threshold: float = 2.5, window_size: int = 2\n",
    ") -> pd.DataFrame:\n",
    "    # Copy the original DataFrame\n",
    "    df_clean = df.copy()\n",
    "\n",
    "    # Store initial NaN positions\n",
    "    initial_nan_mask = df_clean[[\"x\", \"y\"]].isna().any(axis=1)\n",
    "\n",
    "    # Rolling median and MAD for x and y coordinates\n",
    "    x_median, x_mad = rolling_median_mad(df_clean[\"x\"].values, window_size)\n",
    "    y_median, y_mad = rolling_median_mad(df_clean[\"y\"].values, window_size)\n",
    "\n",
    "    # Compute Euclidean distance from rolling median\n",
    "    distances = np.sqrt(\n",
    "        (df_clean[\"x\"].values - x_median) ** 2 + (df_clean[\"y\"].values - y_median) ** 2\n",
    "    )\n",
    "\n",
    "    # Avoid division by zero\n",
    "    if np.nanmedian(np.abs(distances - np.nanmedian(distances))) == 0:\n",
    "        return df_clean\n",
    "\n",
    "    # Modified z-scores\n",
    "    modified_z = (\n",
    "        0.6745\n",
    "        * (distances - np.nanmedian(distances))\n",
    "        / np.nanmedian(np.abs(distances - np.nanmedian(distances)))\n",
    "    )\n",
    "\n",
    "    # Identify outliers\n",
    "    mask_outliers = np.abs(modified_z) < threshold\n",
    "\n",
    "    # Set x and y to NaN for new outliers only\n",
    "    new_outlier_mask = ~mask_outliers & ~initial_nan_mask\n",
    "    df_clean.loc[new_outlier_mask, [\"x\", \"y\"]] = np.nan\n",
    "\n",
    "    # Print only newly detected outlier frames\n",
    "    outlier_frames = df.loc[new_outlier_mask, \"frame\"].tolist()\n",
    "    print(\"Outlier frames:\", outlier_frames)\n",
    "\n",
    "    return df_clean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Outlier frames: [42, 105, 106, 108, 109, 110, 111, 112, 113, 114, 119, 128, 129, 130, 131, 133, 134, 138, 139, 161, 168, 172, 173, 174]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_filtered = remove_outliers_with_rolling(df_final)\n",
    "\n",
    "# plot_coordinate(df_filtered)\n",
    "plot_comparison(df_final, df_filtered)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Post-processing interpolation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 255,
   "metadata": {},
   "outputs": [],
   "source": [
    "def median_filter(df, kernel_size=3):\n",
    "    df = df.copy()\n",
    "    # Apply a median filter to smooth the coordinates (kernel size 5 by default)\n",
    "    df[\"x\"] = medfilt(df[\"x\"], kernel_size=kernel_size)\n",
    "    df[\"y\"] = medfilt(df[\"y\"], kernel_size=kernel_size)\n",
    "\n",
    "    df = df[\n",
    "        df[\"x\"] > 0\n",
    "    ]  # Because I had the problem witht he point 0,0 (I don't know why)\n",
    "    df = df[df[\"y\"] > 0]\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 256,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Smooth the trajectory to reduce noise\n",
    "df_smoothed = median_filter(df_filtered)\n",
    "\n",
    "plot_coordinates(df_filtered, df_smoothed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 257,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save cleaned data\n",
    "# OUTPUT_CSV_PATH = str(PROJECT_ROOT / \"notebook\" / \"ball_detection\" / \"intermediate_data\" / f\"Trasformed_positions_cleaned_{VIDEO_NUMBER}.csv\")\n",
    "# df_cleaned.to_csv(OUTPUT_CSV_PATH, index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "TODO: start and finish detection when the ball enters and exits the track (required track detection). How to know when the ball is arrived at the end?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Do not do the interpolation with this data but with the data reconstructed on the lane reconstruction!!!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 258,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Savitzky_Golay_filter(df, window_length=45, polyorder=3):\n",
    "    df = df.copy()\n",
    "    df[\"x\"] = savgol_filter(df[\"x\"], window_length=window_length, polyorder=polyorder)\n",
    "    df[\"y\"] = savgol_filter(df[\"y\"], window_length=window_length, polyorder=polyorder)\n",
    "    # Round the smoothed coordinates to integers\n",
    "    df[\"x\"] = df[\"x\"].round().astype(int)\n",
    "    df[\"y\"] = df[\"y\"].round().astype(int)\n",
    "\n",
    "    return df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 259,
   "metadata": {},
   "outputs": [],
   "source": [
    "def interpolate_missing_coordinates(df):\n",
    "    # Copy and set \"frame\" as the index\n",
    "    df = df.copy().set_index(\"frame\")\n",
    "\n",
    "    # Create a new index that includes all frames from first to last\n",
    "    full_index = range(df.index.min(), df.index.max() + 1)\n",
    "    df_full = df.reindex(full_index)\n",
    "\n",
    "    # Interpolate missing 'x' and 'y' coordinates (linear interpolation)\n",
    "    df_full[\"x\"] = df_full[\"x\"].interpolate(method=\"linear\")\n",
    "    df_full[\"y\"] = df_full[\"y\"].interpolate(method=\"linear\")\n",
    "\n",
    "    # Fill any remaining NaN values using forward and backward filling\n",
    "    df_full[\"x\"] = df_full[\"x\"].bfill().ffill()\n",
    "    df_full[\"y\"] = df_full[\"y\"].bfill().ffill()\n",
    "\n",
    "    # Reset index to bring the \"frame\" column back\n",
    "    df_full = df_full.reset_index().rename(columns={\"index\": \"frame\"})\n",
    "\n",
    "    # Apply smoothing to ensure a smooth trajectory\n",
    "    df_full = Savitzky_Golay_filter(df_full)\n",
    "\n",
    "    return df_full"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 260,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_interpolated = interpolate_missing_coordinates(df_smoothed)\n",
    "plot_coordinates(df_smoothed, df_interpolated)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 261,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save the smoothed and interpolated data\n",
    "# OUTPUT_CSV_PATH = str(PROJECT_ROOT / \"data\" / \"auxiliary_data\" / \"reconstructed_positions\" / f\"Transformed_positions_processed_{VIDEO_NUMBER}.csv\")\n",
    "# df_interpolated.to_csv(OUTPUT_CSV_PATH, index=False)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
